In [1]:
import json
from datetime import datetime
import pandas as pd
import plotly.graph_objects as go
In [2]:
def loadjson(fn):
    f = open(fn)
    buf = f.read()
    f.close()
    
    obj = json.loads(buf)
    return obj

def showLine(name, x, y):
    fig = go.Figure()
    fig.add_trace(go.Scatter(x=x, y=y,
                        mode='lines',
                        name=name))

    fig.show()
    
def funcGetX(e):
  return e['x']    
    
def showLineWithMap(name, obj, xname='', yname=''):
    fig = go.Figure()
    
    arr = []
    x = []
    y = []
    for k in obj:
        arr.append({'x': k, 'y': obj[k]})
    
    arr.sort(key=funcGetX)
    
    for k in range(len(arr)):
        x.append(arr[k]['x'])
        y.append(arr[k]['y'])
    
    fig.add_trace(go.Scatter(x=x, y=y,
                        mode='lines',
                        name=name))
    
    fig.update_layout(title=name)    
    fig.update_xaxes(title_text=xname)
    fig.update_yaxes(title_text=yname)    

    fig.show()    
    
def showLinesWithMap(names, objs, mode = 'lines', xname='', yname=''):
    fig = go.Figure()
    
    for i in range(len(objs)):
        name = names[i]
        obj = objs[i]
        
        arr = []
        x = []
        y = []
        for k in obj:
            arr.append({'x': k, 'y': obj[k]})

        arr.sort(key=funcGetX)

        for k in range(len(arr)):
            x.append(str(arr[k]['x']))
            y.append(arr[k]['y'])

        fig.add_trace(go.Scatter(x=x, y=y,
                            mode=mode,#'markers',
                            name=name))
        
    fig.update_xaxes(title_text=xname)
    fig.update_yaxes(title_text=yname)            

    fig.show()
In [3]:
report = loadjson('./simatk001.json')
totalnums = 200
In [4]:
# 统计不同类型的胜利次数
def analyzeUnitTypes(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        utWin = curobj['units'][curobj['winIndex']]['unitType'] 
        
        if utWin in mapNums:
            mapNums[utWin] += 1
        else:
            mapNums[utWin] = 1
            
    return mapNums
In [5]:
analyzeUnitTypes(report)
Out[5]:
{2: 17890, 0: 221, 1: 14650}
In [6]:
# 统计不同hp的战斗次数
def analyzeUnits(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        hp0 = curobj['units'][0]['props']['1']
        hp1 = curobj['units'][1]['props']['1']
        
        if hp0 in mapNums:
            mapNums[hp0] += 1
        else:
            mapNums[hp0] = 1
            
        if hp1 in mapNums:
            mapNums[hp1] += 1
        else:
            mapNums[hp1] = 1            
            
    return mapNums
In [7]:
showLineWithMap('参与模拟战斗的次数', analyzeUnits(report), xname='HP (DPS={}-HP)'.format(totalnums), yname='战斗次数')
In [8]:
# 统计不同hp的胜利次数
def analyzeUnitWinNums(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        hp0 = curobj['units'][0]['props']['1']
        hp1 = curobj['units'][1]['props']['1']
        
        if curobj['winIndex'] == 0:
            if hp0 in mapNums:
                mapNums[hp0] += 1
            else:
                mapNums[hp0] = 1
        else:
            if hp1 in mapNums:
                mapNums[hp1] += 1
            else:
                mapNums[hp1] = 1            
            
    return mapNums
In [9]:
showLineWithMap('战斗胜利的次数', analyzeUnitWinNums(report), xname='HP (DPS={}-HP)'.format(totalnums), yname='胜利次数')
In [10]:
# 统计不同hp的胜利次数，不考虑和自己打
def analyzeUnitWinNumsExpSelf(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        hp0 = curobj['units'][0]['props']['1']
        hp1 = curobj['units'][1]['props']['1']
        
        if hp0 == hp1:
            continue
        
        if curobj['winIndex'] == 0:
            if hp0 in mapNums:
                mapNums[hp0] += 1
            else:
                mapNums[hp0] = 1
        else:
            if hp1 in mapNums:
                mapNums[hp1] += 1
            else:
                mapNums[hp1] = 1            
            
    return mapNums
In [11]:
showLineWithMap('不和自己战斗的胜利次数', analyzeUnitWinNumsExpSelf(report), xname='HP (DPS={}-HP)'.format(totalnums), yname='胜利次数')
In [12]:
# 统计不同hp的胜利次数，是否先手
def analyzeUnitWinNumsFirst(obj, isfirst):
    mapNums = {}
    
    for i in range(len(obj['results'])):
        curobj = obj['results'][i]    
        
        hp0 = curobj['units'][0]['props']['1']
        if hp0 not in mapNums:
            mapNums[hp0] = 0      
            
        hp1 = curobj['units'][1]['props']['1']
        if hp1 not in mapNums:
            mapNums[hp1] = 0                  
    
    for i in range(len(obj['results'])):
        curobj = obj['results'][i]
        
        if isfirst:
            if curobj['winIndex'] == curobj['firstIndex']:
                chp = curobj['units'][curobj['winIndex']]['props']['1']
                mapNums[chp] += 1
        else:
            if curobj['winIndex'] != curobj['firstIndex']:
                chp = curobj['units'][curobj['winIndex']]['props']['1']
                mapNums[chp] += 1           
            
    return mapNums
In [13]:
showLineWithMap('先手战斗的胜利次数', analyzeUnitWinNumsFirst(report, True), xname='HP (DPS={}-HP)'.format(totalnums), yname='胜利次数')
In [14]:
showLineWithMap('后手战斗的胜利次数', analyzeUnitWinNumsFirst(report, False), xname='HP (DPS={}-HP)'.format(totalnums), yname='胜利次数')
In [15]:
showLinesWithMap([
    '总胜利次数',
    '先手的胜利次数',
    '后手的胜利次数'], [
    analyzeUnitWinNums(report),
    analyzeUnitWinNumsFirst(report, True),
    analyzeUnitWinNumsFirst(report, False)], xname='HP (DPS={}-HP)'.format(totalnums), yname='胜利次数')
In [16]:
# 统计不同dps战斗结束后剩余血量百分比，总的百分比
def analyzeUnitLastHPPer2(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        hp0 = curobj['units'][0]['props']['1']
        hp1 = curobj['units'][1]['props']['1']
        
        if curobj['winIndex'] == 0:
            if hp0 in mapNums:
                mapNums[hp0]['cur'] += curobj['units'][0]['props']['100']
                mapNums[hp0]['total'] += curobj['units'][0]['props']['1']
            else:
                mapNums[hp0] = {'cur': curobj['units'][0]['props']['100'], 'total': curobj['units'][0]['props']['1']}
        elif curobj['winIndex'] == 1:
            if hp1 in mapNums:
                mapNums[hp1]['cur'] += curobj['units'][1]['props']['100']
                mapNums[hp1]['total'] += curobj['units'][1]['props']['1']
            else:
                mapNums[hp1] = {'cur': curobj['units'][1]['props']['100'], 'total': curobj['units'][1]['props']['1']}

    mapNums2 = {}  
    for k in mapNums:
        mapNums2[k] = mapNums[k]['cur'] / mapNums[k]['total']
    
    return mapNums2
In [17]:
showLineWithMap('胜利后剩余HP', analyzeUnitLastHPPer2(report), xname='HP (DPS={}-HP)'.format(totalnums), yname='剩余HP (百分比)')
In [18]:
# 统计不同dps战斗结束后剩余血量百分比，总的百分比，失败也加总数
def analyzeUnitLastHPPer3(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        hp0 = curobj['units'][0]['props']['1']
        hp1 = curobj['units'][1]['props']['1']
        
        if curobj['winIndex'] == 0:
            if hp0 in mapNums:
                mapNums[hp0]['cur'] += curobj['units'][0]['props']['100']
                mapNums[hp0]['total'] += curobj['units'][0]['props']['1']
            else:
                mapNums[hp0] = {'cur': curobj['units'][0]['props']['100'], 'total': curobj['units'][0]['props']['1']}
                
            if hp1 in mapNums:
                mapNums[hp1]['total'] += curobj['units'][1]['props']['1']
            else:
                mapNums[hp1] = {'cur': 0, 'total': curobj['units'][1]['props']['1']}                
        elif curobj['winIndex'] == 1:
            if hp1 in mapNums:
                mapNums[hp1]['cur'] += curobj['units'][1]['props']['100']
                mapNums[hp1]['total'] += curobj['units'][1]['props']['1']
            else:
                mapNums[hp1] = {'cur': curobj['units'][1]['props']['100'], 'total': curobj['units'][1]['props']['1']}
                
            if hp0 in mapNums:
                mapNums[hp0]['total'] += curobj['units'][0]['props']['1']
            else:
                mapNums[hp0] = {'cur': 0, 'total': curobj['units'][0]['props']['1']}                

    mapNums2 = {}  
    for k in mapNums:
        mapNums2[k] = mapNums[k]['cur'] / mapNums[k]['total']
    
    return mapNums2
In [19]:
showLineWithMap('战斗后剩余HP', analyzeUnitLastHPPer3(report), xname='HP (DPS={}-HP)'.format(totalnums), yname='剩余HP (百分比)')
In [20]:
# 统计不同hp战斗结束后剩余血量
def analyzeUnitLastHP(obj):
    mapNums = {}
    
    for i  in range(len(obj['results'])):
        curobj = obj['results'][i]
        hp0 = curobj['units'][0]['props']['1']
        hp1 = curobj['units'][1]['props']['1']
        lhp0 = curobj['units'][0]['props']['100']
        lhp1 = curobj['units'][1]['props']['100']
        
#         if curobj['units'][0]['props']['100'] <= 0:
#             hp0 = 0
            
#         if curobj['units'][1]['props']['100'] <= 0:
#             hp1 = 0            
        
        if curobj['winIndex'] == 0:
            if hp0 in mapNums:
                mapNums[hp0] += lhp0
            else:
                mapNums[hp0] = lhp0
        else:
            if hp1 in mapNums:
                mapNums[hp1] += lhp1
            else:
                mapNums[hp1] = lhp1         
            
    return mapNums
In [21]:
showLineWithMap('战斗后剩余HP', analyzeUnitLastHP(report), xname='HP (DPS={}-HP)'.format(totalnums), yname='剩余HP')
In [ ]: